YData Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	16
Number of observations	8359
Missing cells	24088
Missing cells (%)	18.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.0 MiB
Average record size in memory	128.0 B

Variable types

Text	4
Categorical	3
Numeric	9

Alerts

`Critic_Count` is highly overall correlated with `User_Count`	High correlation
`Critic_Score` is highly overall correlated with `User_Count`	High correlation
`EU_Sales` is highly overall correlated with `Global_Sales` and 2 other fields	High correlation
`Global_Sales` is highly overall correlated with `EU_Sales` and 2 other fields	High correlation
`NA_Sales` is highly overall correlated with `EU_Sales` and 2 other fields	High correlation
`Other_Sales` is highly overall correlated with `EU_Sales` and 2 other fields	High correlation
`Platform` is highly overall correlated with `Year_of_Release`	High correlation
`User_Count` is highly overall correlated with `Critic_Count` and 1 other fields	High correlation
`Year_of_Release` is highly overall correlated with `Platform`	High correlation
`Year_of_Release` has 84 (1.0%) missing values	Missing
`Critic_Score` has 4383 (52.4%) missing values	Missing
`Critic_Count` has 4383 (52.4%) missing values	Missing
`User_Score` has 3528 (42.2%) missing values	Missing
`User_Count` has 4660 (55.7%) missing values	Missing
`Developer` has 3489 (41.7%) missing values	Missing
`Rating` has 3561 (42.6%) missing values	Missing
`Other_Sales` is highly skewed (γ1 = 24.74795541)	Skewed
`NA_Sales` has 2311 (27.6%) zeros	Zeros
`EU_Sales` has 3002 (35.9%) zeros	Zeros
`JP_Sales` has 4807 (57.5%) zeros	Zeros
`Other_Sales` has 3218 (38.5%) zeros	Zeros

Reproduction

Analysis started	2025-12-03 10:32:13.348473
Analysis finished	2025-12-03 10:32:23.819904
Duration	10.47 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

Name
Text

Distinct	6231
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Memory size	65.4 KiB

Length

Max length	132
Median length	89
Mean length	23.982653
Min length	2

Characters and Unicode

Total characters	200471
Distinct characters	96
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5015 ?
Unique (%)	60.0%

Sample

1st row	LEGO Batman: The Videogame
2nd row	LEGO Indiana Jones: The Original Adventures
3rd row	LEGO Batman: The Videogame
4th row	Combat
5th row	LEGO Harry Potter: Years 5-7

Value	Count	Frequency (%)
the	1505	4.5%
of	867	2.6%
2	587	1.8%
	419	1.3%
no	402	1.2%
3	294	0.9%
super	193	0.6%
world	172	0.5%
star	164	0.5%
ds	146	0.4%
Other values (6216)	28494	85.7%

Most occurring characters

Value	Count	Frequency (%)
	24894	12.4%
e	16060	8.0%
a	13668	6.8%
o	12411	6.2%
i	10845	5.4%
r	10610	5.3%
n	10399	5.2%
t	8548	4.3%
s	7941	4.0%
l	6189	3.1%
Other values (86)	78906	39.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	200471	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	24894	12.4%
e	16060	8.0%
a	13668	6.8%
o	12411	6.2%
i	10845	5.4%
r	10610	5.3%
n	10399	5.2%
t	8548	4.3%
s	7941	4.0%
l	6189	3.1%
Other values (86)	78906	39.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	200471	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	24894	12.4%
e	16060	8.0%
a	13668	6.8%
o	12411	6.2%
i	10845	5.4%
r	10610	5.3%
n	10399	5.2%
t	8548	4.3%
s	7941	4.0%
l	6189	3.1%
Other values (86)	78906	39.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	200471	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	24894	12.4%
e	16060	8.0%
a	13668	6.8%
o	12411	6.2%
i	10845	5.4%
r	10610	5.3%
n	10399	5.2%
t	8548	4.3%
s	7941	4.0%
l	6189	3.1%
Other values (86)	78906	39.4%

Platform
Categorical

High correlation

Distinct	31
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	65.4 KiB

DS	1106
PS2	1104
Wii	645
PS3	643
PSP	642
Other values (26)	4219

Length

Max length	4
Median length	3
Mean length	2.7865773
Min length	2

Characters and Unicode

Total characters	23293
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	< 0.1%

Sample

1st row	Wii
2nd row	Wii
3rd row	PSP
4th row	2600
5th row	Wii

Common Values

Value	Count	Frequency (%)
DS	1106	13.2%
PS2	1104	13.2%
Wii	645	7.7%
PS3	643	7.7%
PSP	642	7.7%
X360	588	7.0%
PS	512	6.1%
GBA	445	5.3%
PC	439	5.3%
XB	371	4.4%
Other values (21)	1864	22.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ds	1106	13.2%
ps2	1104	13.2%
wii	645	7.7%
ps3	643	7.7%
psp	642	7.7%
x360	588	7.0%
ps	512	6.1%
gba	445	5.3%
pc	439	5.3%
xb	371	4.4%
Other values (21)	1864	22.3%

Most occurring characters

Value	Count	Frequency (%)
S	5186	22.3%
P	4429	19.0%
3	1502	6.4%
i	1464	6.3%
D	1424	6.1%
2	1192	5.1%
X	1081	4.6%
B	894	3.8%
6	802	3.4%
G	797	3.4%
Other values (15)	4522	19.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	23293	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	5186	22.3%
P	4429	19.0%
3	1502	6.4%
i	1464	6.3%
D	1424	6.1%
2	1192	5.1%
X	1081	4.6%
B	894	3.8%
6	802	3.4%
G	797	3.4%
Other values (15)	4522	19.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	23293	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	5186	22.3%
P	4429	19.0%
3	1502	6.4%
i	1464	6.3%
D	1424	6.1%
2	1192	5.1%
X	1081	4.6%
B	894	3.8%
6	802	3.4%
G	797	3.4%
Other values (15)	4522	19.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	23293	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	5186	22.3%
P	4429	19.0%
3	1502	6.4%
i	1464	6.3%
D	1424	6.1%
2	1192	5.1%
X	1081	4.6%
B	894	3.8%
6	802	3.4%
G	797	3.4%
Other values (15)	4522	19.4%

Year_of_Release
Real number (ℝ)

High correlation Missing

Distinct	38
Distinct (%)	0.5%
Missing	84
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	2006.3937

Minimum	1980
Maximum	2017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	65.4 KiB

Quantile statistics

Minimum	1980
5-th percentile	1995
Q1	2003
median	2007
Q3	2010
95-th percentile	2015
Maximum	2017
Range	37
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.0996209
Coefficient of variation (CV)	0.0030400917
Kurtosis	2.0666419
Mean	2006.3937
Median Absolute Deviation (MAD)	4
Skewness	-1.1008033
Sum	16602908
Variance	37.205375
Monotonicity	Increasing

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
2008	735	8.8%
2009	696	8.3%
2010	645	7.7%
2007	625	7.5%
2011	555	6.6%
2006	510	6.1%
2005	471	5.6%
2003	419	5.0%
2004	404	4.8%
2002	375	4.5%
Other values (28)	2840	34.0%

Value	Count	Frequency (%)
1980	4	< 0.1%
1981	34	0.4%
1982	23	0.3%
1983	14	0.2%
1984	9	0.1%
1985	9	0.1%
1986	11	0.1%
1987	11	0.1%
1988	11	0.1%
1989	14	0.2%

Value	Count	Frequency (%)
2017	3	< 0.1%
2016	260	3.1%
2015	304	3.6%
2014	284	3.4%
2013	279	3.3%
2012	316	3.8%
2011	555	6.6%
2010	645	7.7%
2009	696	8.3%
2008	735	8.8%

Genre
Categorical

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	65.4 KiB

Action	1743
Role-Playing	912
Misc	905
Sports	879
Adventure	741
Other values (7)	3179

Length

Max length	12
Median length	10
Mean length	7.2732384
Min length	4

Characters and Unicode

Total characters	60797
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Action
2nd row	Action
3rd row	Action
4th row	Action
5th row	Action

Common Values

Value	Count	Frequency (%)
Action	1743	20.9%
Role-Playing	912	10.9%
Misc	905	10.8%
Sports	879	10.5%
Adventure	741	8.9%
Shooter	584	7.0%
Platform	565	6.8%
Racing	525	6.3%
Fighting	440	5.3%
Strategy	390	4.7%
Other values (2)	675	8.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
action	1743	20.9%
role-playing	912	10.9%
misc	905	10.8%
sports	879	10.5%
adventure	741	8.9%
shooter	584	7.0%
platform	565	6.8%
racing	525	6.3%
fighting	440	5.3%
strategy	390	4.7%
Other values (2)	675	8.1%

Most occurring characters

Value	Count	Frequency (%)
t	6078	10.0%
i	5657	9.3%
o	5613	9.2%
n	4707	7.7%
e	3697	6.1%
c	3173	5.2%
r	3159	5.2%
l	3064	5.0%
a	2738	4.5%
g	2707	4.5%
Other values (17)	20204	33.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	60797	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	6078	10.0%
i	5657	9.3%
o	5613	9.2%
n	4707	7.7%
e	3697	6.1%
c	3173	5.2%
r	3159	5.2%
l	3064	5.0%
a	2738	4.5%
g	2707	4.5%
Other values (17)	20204	33.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	60797	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	6078	10.0%
i	5657	9.3%
o	5613	9.2%
n	4707	7.7%
e	3697	6.1%
c	3173	5.2%
r	3159	5.2%
l	3064	5.0%
a	2738	4.5%
g	2707	4.5%
Other values (17)	20204	33.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	60797	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	6078	10.0%
i	5657	9.3%
o	5613	9.2%
n	4707	7.7%
e	3697	6.1%
c	3173	5.2%
r	3159	5.2%
l	3064	5.0%
a	2738	4.5%
g	2707	4.5%
Other values (17)	20204	33.2%

Publisher
Text

Distinct	295
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Memory size	65.4 KiB

Length

Max length	38
Median length	24
Mean length	12.832635
Min length	3

Characters and Unicode

Total characters	107268
Distinct characters	64
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	93 ?
Unique (%)	1.1%

Sample

1st row	Warner Bros. Interactive Entertainment
2nd row	LucasArts
3rd row	Warner Bros. Interactive Entertainment
4th row	Atari
5th row	Warner Bros. Interactive Entertainment

Value	Count	Frequency (%)
entertainment	1299	8.9%
interactive	1130	7.7%
thq	715	4.9%
nintendo	706	4.8%
sony	706	4.8%
computer	705	4.8%
sega	638	4.4%
games	524	3.6%
studios	426	2.9%
take-two	422	2.9%
Other values (346)	7372	50.3%

Most occurring characters

Value	Count	Frequency (%)
e	11918	11.1%
t	10116	9.4%
n	8942	8.3%
a	7626	7.1%
o	6859	6.4%
i	6661	6.2%
r	6310	5.9%
	6286	5.9%
m	3919	3.7%
c	3035	2.8%
Other values (54)	35596	33.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	107268	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	11918	11.1%
t	10116	9.4%
n	8942	8.3%
a	7626	7.1%
o	6859	6.4%
i	6661	6.2%
r	6310	5.9%
	6286	5.9%
m	3919	3.7%
c	3035	2.8%
Other values (54)	35596	33.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	107268	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	11918	11.1%
t	10116	9.4%
n	8942	8.3%
a	7626	7.1%
o	6859	6.4%
i	6661	6.2%
r	6310	5.9%
	6286	5.9%
m	3919	3.7%
c	3035	2.8%
Other values (54)	35596	33.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	107268	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	11918	11.1%
t	10116	9.4%
n	8942	8.3%
a	7626	7.1%
o	6859	6.4%
i	6661	6.2%
r	6310	5.9%
	6286	5.9%
m	3919	3.7%
c	3035	2.8%
Other values (54)	35596	33.2%

NA_Sales
Real number (ℝ)

High correlation Zeros

Distinct	345
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.719943

Minimum	0
Maximum	4136
Zeros	2311
Zeros (%)	27.6%
Negative	0
Negative (%)	0.0%
Memory size	65.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	25
95-th percentile	125
Maximum	4136
Range	4136
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	104.34994
Coefficient of variation (CV)	3.3968141
Kurtosis	472.0554
Mean	30.719943
Median Absolute Deviation (MAD)	8
Skewness	17.004451
Sum	256788
Variance	10888.909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2311	27.6%
2	280	3.3%
4	262	3.1%
7	249	3.0%
3	249	3.0%
6	247	3.0%
5	243	2.9%
8	235	2.8%
1	233	2.8%
9	208	2.5%
Other values (335)	3842	46.0%

Value	Count	Frequency (%)
0	2311	27.6%
1	233	2.8%
2	280	3.3%
3	249	3.0%
4	262	3.1%
5	243	2.9%
6	247	3.0%
7	249	3.0%
8	235	2.8%
9	208	2.5%

Value	Count	Frequency (%)
4136	1	< 0.1%
2908	1	< 0.1%
2693	1	< 0.1%
2320	1	< 0.1%
1568	1	< 0.1%
1561	1	< 0.1%
1500	1	< 0.1%
1444	1	< 0.1%
1396	1	< 0.1%
1278	1	< 0.1%

EU_Sales
Real number (ℝ)

High correlation Zeros

Distinct	254
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.067711

Minimum	0
Maximum	2896
Zeros	3002
Zeros (%)	35.9%
Negative	0
Negative (%)	0.0%
Memory size	65.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	12
95-th percentile	67
Maximum	2896
Range	2896
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	60.936947
Coefficient of variation (CV)	3.7925094
Kurtosis	689.69995
Mean	16.067711
Median Absolute Deviation (MAD)	2
Skewness	19.507019
Sum	134310
Variance	3713.3115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3002	35.9%
1	697	8.3%
2	617	7.4%
3	425	5.1%
4	329	3.9%
5	275	3.3%
6	210	2.5%
7	175	2.1%
8	157	1.9%
9	130	1.6%
Other values (244)	2342	28.0%

Value	Count	Frequency (%)
0	3002	35.9%
1	697	8.3%
2	617	7.4%
3	425	5.1%
4	329	3.9%
5	275	3.3%
6	210	2.5%
7	175	2.1%
8	157	1.9%
9	130	1.6%

Value	Count	Frequency (%)
2896	1	< 0.1%
1276	1	< 0.1%
1095	1	< 0.1%
1093	1	< 0.1%
919	1	< 0.1%
918	1	< 0.1%
914	1	< 0.1%
909	1	< 0.1%
889	1	< 0.1%
849	1	< 0.1%

JP_Sales
Real number (ℝ)

Zeros

Distinct	230
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.308889

Minimum	0
Maximum	1022
Zeros	4807
Zeros (%)	57.5%
Negative	0
Negative (%)	0.0%
Memory size	65.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6
95-th percentile	53
Maximum	1022
Range	1022
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	41.215915
Coefficient of variation (CV)	3.6445593
Kurtosis	117.48137
Mean	11.308889
Median Absolute Deviation (MAD)	0
Skewness	8.9494498
Sum	94531
Variance	1698.7517
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4807	57.5%
2	398	4.8%
1	370	4.4%
3	281	3.4%
4	216	2.6%
5	171	2.0%
6	161	1.9%
8	128	1.5%
7	125	1.5%
9	88	1.1%
Other values (220)	1614	19.3%

Value	Count	Frequency (%)
0	4807	57.5%
1	370	4.4%
2	398	4.8%
3	281	3.4%
4	216	2.6%
5	171	2.0%
6	161	1.9%
7	125	1.5%
8	128	1.5%
9	88	1.1%

Value	Count	Frequency (%)
1022	1	< 0.1%
720	1	< 0.1%
681	1	< 0.1%
650	1	< 0.1%
604	1	< 0.1%
565	1	< 0.1%
538	1	< 0.1%
533	1	< 0.1%
532	1	< 0.1%
487	1	< 0.1%

Other_Sales
Real number (ℝ)

High correlation Skewed Zeros

Distinct	122
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2410575

Minimum	0
Maximum	1057
Zeros	3218
Zeros (%)	38.5%
Negative	0
Negative (%)	0.0%
Memory size	65.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	21
Maximum	1057
Range	1057
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	22.941531
Coefficient of variation (CV)	4.3772714
Kurtosis	909.58059
Mean	5.2410575
Median Absolute Deviation (MAD)	1
Skewness	24.747955
Sum	43810
Variance	526.31386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3218	38.5%
1	1691	20.2%
2	812	9.7%
3	473	5.7%
4	340	4.1%
5	251	3.0%
6	201	2.4%
7	183	2.2%
8	127	1.5%
9	90	1.1%
Other values (112)	973	11.6%

Value	Count	Frequency (%)
0	3218	38.5%
1	1691	20.2%
2	812	9.7%
3	473	5.7%
4	340	4.1%
5	251	3.0%
6	201	2.4%
7	183	2.2%
8	127	1.5%
9	90	1.1%

Value	Count	Frequency (%)
1057	1	< 0.1%
844	1	< 0.1%
753	1	< 0.1%
396	1	< 0.1%
329	1	< 0.1%
295	1	< 0.1%
288	1	< 0.1%
284	1	< 0.1%
274	1	< 0.1%
224	1	< 0.1%

Global_Sales
Real number (ℝ)

High correlation

Distinct	517
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.371815

Minimum	1
Maximum	8253
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	65.4 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	18
Q3	51
95-th percentile	238.1
Maximum	8253
Range	8252
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	199.39486
Coefficient of variation (CV)	3.1464281
Kurtosis	432.22194
Mean	63.371815
Median Absolute Deviation (MAD)	15
Skewness	15.536535
Sum	529725
Variance	39758.308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	548	6.6%
3	407	4.9%
1	316	3.8%
4	314	3.8%
5	305	3.6%
7	264	3.2%
6	262	3.1%
9	235	2.8%
8	227	2.7%
11	199	2.4%
Other values (507)	5282	63.2%

Value	Count	Frequency (%)
1	316	3.8%
2	548	6.6%
3	407	4.9%
4	314	3.8%
5	305	3.6%
6	262	3.1%
7	264	3.2%
8	227	2.7%
9	235	2.8%
10	194	2.3%

Value	Count	Frequency (%)
8253	1	< 0.1%
4024	1	< 0.1%
3552	1	< 0.1%
3277	1	< 0.1%
3137	1	< 0.1%
3026	1	< 0.1%
2980	1	< 0.1%
2892	1	< 0.1%
2832	1	< 0.1%
2831	1	< 0.1%

Critic_Score
Real number (ℝ)

High correlation Missing

Distinct	78
Distinct (%)	2.0%
Missing	4383
Missing (%)	52.4%
Infinite	0
Infinite (%)	0.0%
Mean	69.187626

Minimum	19
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	65.4 KiB

Quantile statistics

Minimum	19
5-th percentile	43.75
Q1	61
median	71
Q3	79
95-th percentile	89
Maximum	98
Range	79
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	13.756481
Coefficient of variation (CV)	0.19882863
Kurtosis	0.099179935
Mean	69.187626
Median Absolute Deviation (MAD)	9
Skewness	-0.57126486
Sum	275090
Variance	189.24076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	137	1.6%
70	128	1.5%
69	120	1.4%
80	120	1.4%
74	118	1.4%
72	118	1.4%
73	118	1.4%
68	116	1.4%
75	116	1.4%
66	114	1.4%
Other values (68)	2771	33.1%
(Missing)	4383	52.4%

Value	Count	Frequency (%)
19	1	< 0.1%
20	2	< 0.1%
23	1	< 0.1%
24	2	< 0.1%
25	2	< 0.1%
26	4	< 0.1%
27	4	< 0.1%
28	6	0.1%
29	1	< 0.1%
30	5	0.1%

Value	Count	Frequency (%)
98	2	< 0.1%
97	10	0.1%
96	14	0.2%
95	11	0.1%
94	18	0.2%
93	27	0.3%
92	27	0.3%
91	32	0.4%
90	42	0.5%
89	51	0.6%

Critic_Count
Real number (ℝ)

High correlation Missing

Distinct	105
Distinct (%)	2.6%
Missing	4383
Missing (%)	52.4%
Infinite	0
Infinite (%)	0.0%
Mean	28.53999

Minimum	4
Maximum	113
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	65.4 KiB

Quantile statistics

Minimum	4
5-th percentile	5
Q1	12
median	24
Q3	40
95-th percentile	71
Maximum	113
Range	109
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	20.42759
Coefficient of variation (CV)	0.71575325
Kurtosis	0.73232932
Mean	28.53999
Median Absolute Deviation (MAD)	13
Skewness	1.0687436
Sum	113475
Variance	417.28645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	143	1.7%
5	135	1.6%
17	113	1.4%
12	113	1.4%
7	108	1.3%
6	105	1.3%
9	104	1.2%
10	102	1.2%
8	101	1.2%
18	99	1.2%
Other values (95)	2853	34.1%
(Missing)	4383	52.4%

Value	Count	Frequency (%)
4	143	1.7%
5	135	1.6%
6	105	1.3%
7	108	1.3%
8	101	1.2%
9	104	1.2%
10	102	1.2%
11	97	1.2%
12	113	1.4%
13	83	1.0%

Value	Count	Frequency (%)
113	1	< 0.1%
107	1	< 0.1%
106	1	< 0.1%
105	1	< 0.1%
104	1	< 0.1%
103	1	< 0.1%
102	1	< 0.1%
101	2	< 0.1%
100	2	< 0.1%
99	1	< 0.1%

User_Score
Text

Missing

Distinct	88
Distinct (%)	1.8%
Missing	3528
Missing (%)	42.2%
Memory size	65.4 KiB

Length

Max length	3
Median length	3
Mean length	2.8091492
Min length	1

Characters and Unicode

Total characters	13571
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10 ?
Unique (%)	0.2%

Sample

1st row	7.9
2nd row	6.6
3rd row	7.4
4th row	7.8
5th row	7.9

Value	Count	Frequency (%)
tbd	1132	23.4%
8	165	3.4%
8.2	160	3.3%
7.8	155	3.2%
8.3	137	2.8%
8.1	136	2.8%
8.5	130	2.7%
7.9	126	2.6%
7.5	122	2.5%
7.7	115	2.4%
Other values (78)	2453	50.8%

Most occurring characters

Value	Count	Frequency (%)
.	3238	23.9%
8	1646	12.1%
7	1454	10.7%
t	1132	8.3%
b	1132	8.3%
d	1132	8.3%
6	941	6.9%
5	688	5.1%
9	519	3.8%
4	468	3.4%
Other values (4)	1221	9.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13571	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	3238	23.9%
8	1646	12.1%
7	1454	10.7%
t	1132	8.3%
b	1132	8.3%
d	1132	8.3%
6	941	6.9%
5	688	5.1%
9	519	3.8%
4	468	3.4%
Other values (4)	1221	9.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13571	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	3238	23.9%
8	1646	12.1%
7	1454	10.7%
t	1132	8.3%
b	1132	8.3%
d	1132	8.3%
6	941	6.9%
5	688	5.1%
9	519	3.8%
4	468	3.4%
Other values (4)	1221	9.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13571	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	3238	23.9%
8	1646	12.1%
7	1454	10.7%
t	1132	8.3%
b	1132	8.3%
d	1132	8.3%
6	941	6.9%
5	688	5.1%
9	519	3.8%
4	468	3.4%
Other values (4)	1221	9.0%

User_Count
Real number (ℝ)

High correlation Missing

Distinct	641
Distinct (%)	17.3%
Missing	4660
Missing (%)	55.7%
Infinite	0
Infinite (%)	0.0%
Mean	180.2625

Minimum	4
Maximum	9851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	65.4 KiB

Quantile statistics

Minimum	4
5-th percentile	5
Q1	11
median	28
Q3	100
95-th percentile	866.2
Maximum	9851
Range	9847
Interquartile range (IQR)	89

Descriptive statistics

Standard deviation	576.98847
Coefficient of variation (CV)	3.2008235
Kurtosis	94.018586
Mean	180.2625
Median Absolute Deviation (MAD)	21
Skewness	8.2551151
Sum	666791
Variance	332915.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	159	1.9%
5	156	1.9%
6	156	1.9%
8	134	1.6%
7	111	1.3%
9	101	1.2%
10	93	1.1%
11	92	1.1%
12	73	0.9%
13	73	0.9%
Other values (631)	2551	30.5%
(Missing)	4660	55.7%

Value	Count	Frequency (%)
4	159	1.9%
5	156	1.9%
6	156	1.9%
7	111	1.3%
8	134	1.6%
9	101	1.2%
10	93	1.1%
11	92	1.1%
12	73	0.9%
13	73	0.9%

Value	Count	Frequency (%)
9851	1	< 0.1%
9073	1	< 0.1%
8665	1	< 0.1%
8003	1	< 0.1%
7512	1	< 0.1%
7322	1	< 0.1%
7064	1	< 0.1%
6383	1	< 0.1%
6157	1	< 0.1%
5311	1	< 0.1%

Developer
Text

Missing

Distinct	1126
Distinct (%)	23.1%
Missing	3489
Missing (%)	41.7%
Memory size	65.4 KiB

Length

Max length	80
Median length	44
Mean length	13.639014
Min length	2

Characters and Unicode

Total characters	66422
Distinct characters	73
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	478 ?
Unique (%)	9.8%

Sample

1st row	Traveller's Tales
2nd row	Traveller's Tales
3rd row	Traveller's Tales
4th row	Traveller's Tales
5th row	Traveller's Tales

Value	Count	Frequency (%)
games	589	6.1%
studios	459	4.7%
software	315	3.2%
entertainment	303	3.1%
interactive	169	1.7%
capcom	132	1.4%
studio	125	1.3%
inc	104	1.1%
visual	104	1.1%
concepts	101	1.0%
Other values (1176)	7296	75.2%

Most occurring characters

Value	Count	Frequency (%)
e	5904	8.9%
a	5114	7.7%
	4827	7.3%
t	4492	6.8%
o	4307	6.5%
i	4243	6.4%
n	3796	5.7%
s	3180	4.8%
r	3156	4.8%
m	2253	3.4%
Other values (63)	25150	37.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	66422	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	5904	8.9%
a	5114	7.7%
	4827	7.3%
t	4492	6.8%
o	4307	6.5%
i	4243	6.4%
n	3796	5.7%
s	3180	4.8%
r	3156	4.8%
m	2253	3.4%
Other values (63)	25150	37.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	66422	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	5904	8.9%
a	5114	7.7%
	4827	7.3%
t	4492	6.8%
o	4307	6.5%
i	4243	6.4%
n	3796	5.7%
s	3180	4.8%
r	3156	4.8%
m	2253	3.4%
Other values (63)	25150	37.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	66422	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	5904	8.9%
a	5114	7.7%
	4827	7.3%
t	4492	6.8%
o	4307	6.5%
i	4243	6.4%
n	3796	5.7%
s	3180	4.8%
r	3156	4.8%
m	2253	3.4%
Other values (63)	25150	37.9%

Rating
Categorical

Missing

Distinct	8
Distinct (%)	0.2%
Missing	3561
Missing (%)	42.6%
Memory size	65.4 KiB

E	1880
T	1404
M	772
E10+	731
EC	8
Other values (3)	3

Length

Max length	4
Median length	1
Mean length	1.4595665
Min length	1

Characters and Unicode

Total characters	7003
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.1%

Sample

1st row	E10+
2nd row	E10+
3rd row	E10+
4th row	E10+
5th row	E10+

Common Values

Value	Count	Frequency (%)
E	1880	22.5%
T	1404	16.8%
M	772	9.2%
E10+	731	8.7%
EC	8	0.1%
K-A	1	< 0.1%
AO	1	< 0.1%
RP	1	< 0.1%
(Missing)	3561	42.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
e	1880	39.2%
t	1404	29.3%
m	772	16.1%
e10	731	15.2%
ec	8	0.2%
k-a	1	< 0.1%
ao	1	< 0.1%
rp	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
E	2619	37.4%
T	1404	20.0%
M	772	11.0%
1	731	10.4%
0	731	10.4%
+	731	10.4%
C	8	0.1%
A	2	< 0.1%
K	1	< 0.1%
-	1	< 0.1%
Other values (3)	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7003	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	2619	37.4%
T	1404	20.0%
M	772	11.0%
1	731	10.4%
0	731	10.4%
+	731	10.4%
C	8	0.1%
A	2	< 0.1%
K	1	< 0.1%
-	1	< 0.1%
Other values (3)	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7003	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	2619	37.4%
T	1404	20.0%
M	772	11.0%
1	731	10.4%
0	731	10.4%
+	731	10.4%
C	8	0.1%
A	2	< 0.1%
K	1	< 0.1%
-	1	< 0.1%
Other values (3)	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7003	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	2619	37.4%
T	1404	20.0%
M	772	11.0%
1	731	10.4%
0	731	10.4%
+	731	10.4%
C	8	0.1%
A	2	< 0.1%
K	1	< 0.1%
-	1	< 0.1%
Other values (3)	3	< 0.1%

	Critic_Count	Critic_Score	EU_Sales	Genre	Global_Sales	JP_Sales	NA_Sales	Other_Sales	Platform	Rating	User_Count	Year_of_Release
Critic_Count	1.000	0.463	0.407	0.092	0.414	0.390	0.339	0.425	0.163	0.152	0.622	0.185
Critic_Score	0.463	1.000	0.336	0.069	0.364	0.303	0.286	0.332	0.086	0.084	0.523	0.043
EU_Sales	0.407	0.336	1.000	0.020	0.710	-0.088	0.706	0.777	0.000	0.000	0.444	-0.042
Genre	0.092	0.069	0.020	1.000	0.021	0.053	0.028	0.000	0.181	0.275	0.040	0.111
Global_Sales	0.414	0.364	0.710	0.021	1.000	0.243	0.802	0.818	0.054	0.000	0.400	-0.164
JP_Sales	0.390	0.303	-0.088	0.053	0.243	1.000	-0.123	0.009	0.122	0.053	0.402	-0.067
NA_Sales	0.339	0.286	0.706	0.028	0.802	-0.123	1.000	0.791	0.078	0.031	0.283	-0.112
Other_Sales	0.425	0.332	0.777	0.000	0.818	0.009	0.791	1.000	0.000	0.006	0.416	0.056
Platform	0.163	0.086	0.000	0.181	0.054	0.122	0.078	0.000	1.000	0.202	0.087	0.655
Rating	0.152	0.084	0.000	0.275	0.000	0.053	0.031	0.006	0.202	1.000	0.088	0.135
User_Count	0.622	0.523	0.444	0.040	0.400	0.402	0.283	0.416	0.087	0.088	1.000	0.325
Year_of_Release	0.185	0.043	-0.042	0.111	-0.164	-0.067	-0.112	0.056	0.655	0.135	0.325	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	Name	Platform	Year_of_Release	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales	Critic_Score	Critic_Count	User_Score	User_Count	Developer	Rating
0	LEGO Batman: The Videogame	Wii	NaN	Action	Warner Bros. Interactive Entertainment	180	97	0	28	306	74.0	17.0	7.9	22.0	Traveller's Tales	E10+
1	LEGO Indiana Jones: The Original Adventures	Wii	NaN	Action	LucasArts	151	61	0	21	234	78.0	22.0	6.6	28.0	Traveller's Tales	E10+
2	LEGO Batman: The Videogame	PSP	NaN	Action	Warner Bros. Interactive Entertainment	56	44	0	27	128	73.0	5.0	7.4	10.0	Traveller's Tales	E10+
3	Combat	2600	NaN	Action	Atari	117	7	0	1	125	NaN	NaN	NaN	NaN	NaN	NaN
4	LEGO Harry Potter: Years 5-7	Wii	NaN	Action	Warner Bros. Interactive Entertainment	69	42	0	12	124	76.0	8.0	7.8	13.0	Traveller's Tales	E10+
5	LEGO Harry Potter: Years 5-7	X360	NaN	Action	Warner Bros. Interactive Entertainment	51	37	0	9	97	77.0	35.0	7.9	39.0	Traveller's Tales	E10+
6	Yakuza 4	PS3	NaN	Action	Sega	15	13	63	5	95	78.0	59.0	8	177.0	Ryu ga Gotoku Studios	M
7	LEGO Harry Potter: Years 5-7	PS3	NaN	Action	Warner Bros. Interactive Entertainment	36	41	0	15	91	76.0	27.0	8.3	48.0	Traveller's Tales	E10+
8	The Lord of the Rings: War in the North	X360	NaN	Action	Warner Bros. Interactive Entertainment	52	24	0	8	84	61.0	48.0	7.4	113.0	Snowblind Studios	M
9	The Lord of the Rings: War in the North	PS3	NaN	Action	Warner Bros. Interactive Entertainment	25	42	1	13	82	63.0	33.0	7	100.0	Snowblind Studios	M

	Name	Platform	Year_of_Release	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales	Critic_Score	Critic_Count	User_Score	User_Count	Developer	Rating
8349	XCOM 2	PS4	2016.0	Strategy	Take-Two Interactive	4	8	0	2	14	88.0	28.0	8	116.0	Firaxis Games	T
8350	Total War: WARHAMMER	PC	2016.0	Strategy	Sega	0	12	0	1	13	86.0	77.0	7.3	556.0	Creative Assembly	T
8351	Culdcept Revolt	3DS	2016.0	Strategy	Nintendo	0	0	6	0	6	NaN	NaN	NaN	NaN	NaN	NaN
8352	Hearts of Iron IV	PC	2016.0	Strategy	Paradox Interactive	0	5	0	0	5	83.0	36.0	6.9	306.0	Paradox Development Studio	NaN
8353	XCOM 2	XOne	2016.0	Strategy	Take-Two Interactive	2	2	0	0	5	87.0	17.0	8.1	40.0	Firaxis Games	T
8354	Stellaris	PC	2016.0	Strategy	Paradox Interactive	0	4	0	0	4	78.0	57.0	8	569.0	Paradox Development Studio	NaN
8355	Total War Attila: Tyrants & Kings	PC	2016.0	Strategy	Koch Media	0	1	0	0	1	NaN	NaN	NaN	NaN	NaN	NaN
8356	Brothers Conflict: Precious Baby	PSV	2017.0	Action	Idea Factory	0	0	1	0	1	NaN	NaN	NaN	NaN	NaN	NaN
8357	Phantasy Star Online 2 Episode 4: Deluxe Package	PS4	2017.0	Role-Playing	Sega	0	0	4	0	4	NaN	NaN	NaN	NaN	NaN	NaN
8358	Phantasy Star Online 2 Episode 4: Deluxe Package	PSV	2017.0	Role-Playing	Sega	0	0	1	0	1	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions